Table 5 Evaluation of segmentation results with different loss function
Method | U-Net [18] | SegNet [32] | DeepLab v3+ [33] | DenseASPP [34] | FC-DenseNet [25] | MS_scSE_FC-DenseNet |
|---|---|---|---|---|---|---|
\({\mathrm {DSC}}_1\) Mean(Standard Deviation) | ||||||
 CEL | 0.78(0.34) | 0.81(0.31) | 0.78(0.33) | 0.77(0.33) | 0.82(0.30) | 0.82(0.29)* |
 W-CEL | 0.79(0.34) | 0.80(0.32) | 0.77(0.34) | 0.76(0.34)* | 0.83(0.29) | 0.81(0.30)* |
 SW-CEL | 0.79(0.33) | 0.80(0.31) | 0.78(0.32) | 0.78(0.32) | 0.82(0.29) | 0.84(0.27) |
HD Max(Mean) | ||||||
 CEL | 19.63(3.24)* | 17.21(2.53) | 17.90(2.80) | 20.48(3.20)* | 15.47(2.23) | 17.81(2.27)* |
 W-CEL | 19.99(2.80)* | 17.21(2.53) | 18.41(3.01) | 19.74(3.71) | 16.22(2.03)* | 15.25(2.03) |
 SW-CEL | 17.76(2.60) | 16.34(2.27) | 19.56(2.99) | 18.52(2.74) | 14.81(2.02) | 14.87(1.95) |